Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Provider network, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29157	PRV	Angela Murray	1987-06-24	UHC-29472-03	4487160206	6807 Cedar Ln, Austin, TX, 78788	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-22816	PRV	Aisha Baker	1944-03-19	UHC-54571-05	2258031079	5994 Indian School Rd, Charlotte, NC, 28210	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22178	PRV	Jordan Harris	1951-12-25	UHC-98759-35	—	1233 Forest Ave, Las Vegas, NV, 89120	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-24280	PRV	Joshua Ford	1972-09-26	UHC-98156-24	4774364619	7167 Camelback Rd, Tampa, FL, 33641	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22852	PRV	Aisha Sttewart	1943-12-10	—	6523857271	2865 Apache Blvd, Chandler, AZ, 85291	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22512	PRV	Madison Patel	2000-01-10	UHC-54352-44	8457345964	4495 Union St, Glendale, AZ, 85390	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28227	PRV	Rachel Yang	1945-11-12	—	3817367496	2921 Palm Dr, Denver, CO, 80243	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23122	PRV	Josh Payne	1946-12-20	—	—	8870 Main St, Denver, CO, 80285	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-20287	PRV	Kelly Carlson	1957-04-27	—	4959956984	2153 Canyon Rd, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-26350	PRV	Nathan Martinez	1944-04-01	—	9494443956	2561 Bayshore Dr, Nashville, TN, 37207	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27888	PRV	Lori R Guzman	—	UHC-40801-21	9249716506	8493 Washington St, San Diego, CA, 92122	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22074	PRV	Jennifer Hawkins	1943-07-14	UHC-46500-91	—	1107 Lake View Rd Apt 40, Denver, CO, 80266	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-25486	PRV	Denise J Armstrong	1973-06-18	UHC-73122-43	3074122511	6088 Desert Sky Blvd, Miami, FL, 33183	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-23088	PRV	Richard Brown	1955-05-11	UHC-07594-55	9155620804	304 Oak St, Columbus, OH, 43280	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-20971	PRV	Wayne H Wang	1963-02-23	UHC-60912-66	—	9494 Market St, Jacksonville, FL, 32293	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29186	PRV	Alan Nichols	1975-03-06	UHC-14705-81	5605844566	7434 Cedar Ln, Gilbert, AZ, 85224	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-24252	PRV	Dorothy Taylor	1989-04-01	—	2773667436	3562 Meadow Ln, Gilbert, AZ, 85248	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22107	PRV	Dylan Watkins	2007-10-27	UHC-44967-83	—	343 Bayshore Dr, Seattle, WA, 98191	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-28698	PRV	Charles Hunter	2000-04-06	—	—	433 Cedar Ln, Fresno, CA, 93714	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21068	PRV	Michelle Richards	1944-03-15	—	3858035714	7612 Union St, San Diego, CA, 92188	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26651	PRV	Aisha Peterson	1964-06-27	—	—	722 Church St, Houston, TX, 77035	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25692	PRV	Berry Keith	2006-04-02	—	—	810 Valley View Dr, Mesa, AZ, 85262	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-23635	PRV	Denise Price	1939-12-27	UHC-27721-07	—	8071 Desert Sky Blvd, Seattle, WA, 98119	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21748	PRV	David Padilla	1992-07-28	—	—	4545 Lincoln Way, Los Angeles, CA, 90097	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27844	PRV	Beth Rodriguez	1963-12-06	UHC-01963-18	2787150921	7374 Sage Ct, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-28809	PRV	Valentina Williams	1982-09-21	—	9286512546	8185 Mesa Dr, Columbus, OH, 43287	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25455	PRV	Ann Simpson	2006-01-05	—	8725507612	2030 Central Ave, Gilbert, AZ, 85268	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22619	PRV	Nicole Arnold	1998-05-01	—	9122222367	7966 Market St, Fresno, CA, 93733	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-23263	PRV	Patrick Jones	2003-05-09	—	3567096013	3171 Cedar Ln, Plano, TX, 75021	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24988	PRV	Jeffrey Q Mendzoa	1965-08-12	UHC-92808-15	6374715196	3159 Canyon Rd, Dallas, TX, 75221	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-28895	PRV	Alan Nguyen	1999-06-19	—	5873337715	9871 Main St, Mesa, AZ, 85221	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22432	PRV	Mateo K Clark	2006-01-06	—	8574659904	399 Mesa Dr Apt 29, Scottsdale, AZ, 85204	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-22223	PRV	Roger White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22140	PRV	Lauren Howard	2002-10-01	UHC-36100-80	9186796560	5084 River Rd, Gilbert, AZ, 85251	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24253	PRV	Perry Nicole	1952-01-17	—	5883150375	7253 Ocean Ave, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-23120	PRV	Billy Morris	1999-02-06	—	—	1727 Canyon Rd, Atlanta, GA, 30364	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-24537	PRV	Joshua Bishop	1944-01-16	UHC-15066-21	7934058502	9490 Desert Sky Blvd, Chandler, AZ, 85202	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25546	PRV	George Shaw	1984-10-02	UHC-36004-77	7996539568	6572 Bayshore Dr, Tucson, AZ, 85780	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25279	PRV	Justin L Gordn	1958-09-10	UHC-93719-60	—	8913 Mountain View Dr, Phoenix, AZ, 85069	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26527	PRV	Franecs G Hicks	1963-04-27	—	8352650587	2571 Desert Sky Blvd, Chandler, AZ, 85225	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25497	PRV	Ruth I Maldnoado	1989-07-03	—	—	1565 Lake View Rd, Plano, TX, 75097	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-26372	PRV	Victoria Fields	1943-08-20	UHC-70359-74	6194885016	4522 Mesa Dr, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-23663	PRV	Jaccob Pierce	1950-04-11	UHC-39294-12	6216545488	3638 Hillcrest Rd Apt 28, Mesa, AZ, 85229	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-27884	PRV	Angela S Ellis	1949-03-02	—	—	9545 Apache Blvd Apt 12, Fresno, CA, 93761	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-20907	PRV	Ann Taylor	1945-09-03	—	4299117742	7489 Valley View Dr Apt 18, Scottsdale, AZ, 85213	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-20826	PRV	Cynthia A Gibson	1952-11-09	UHC-98065-16	2595105991	8464 Jefferson Ave, Tempe, AZ, 85239	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26857	PRV	Camila Kelly	1962-06-14	—	8273197244	9580 Canyon Rd, Mesa, AZ, 85248	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-20619	PRV	Anthony Gray	1947-05-21	UHC-32028-55	4984169169	3721 Park Pl, Miami, FL, 33102	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22663	PRV	Donna Schmidt	1983-02-23	UHC-88832-04	—	6092 Meadow Ln, San Antonio, TX, 78250	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24492	PRV	Aaron Estrada	1994-05-27	UHC-74678-88	—	433 Hillcrest Rd # 854, San Diego, CA, 92122	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,405 rows, page 52 of 109Previous Next